Bertrande

Cost per point of capability

How much you pay per point of measured capability. This is a division, not an opinion: output price divided by the Artificial Analysis intelligence index. Both numbers are shown so you can redo the calculation yourself.

Where the scores come from. The capability indices are produced by Artificial Analysis, relayed through OpenRouter's catalogue API. They are not our measurement, and we do not run benchmarks ourselves. We record them as a level 4 source and show them next to the price we observed. Prices are what the reseller charges.

ModelIntelligenceCodingOutput priceCost per point
inclusionAI: Ling 3.0 Flash20.150.6$0.063$0.00313433
Z.ai: GLM 5.3 Flash27.871.5$0.0923$0.00332014
inclusionAI: Ling 3.0 Flash Fin22.655.6$0.1232$0.00545133
inclusionAI: Ling 3.1 Flash41.1n/a$0.225$0.00547445
DeepSeek: DeepSeek V4.1 Flash (batch)24.7n/a$0.150$0.00607287
Z.ai: GLM 5.3 Flash (batch)27.871.5$0.180$0.00647482
Anthropic: Claude Haiku 5.5 (batch)36.2n/a$0.250$0.00690608
inclusionAI: Ling 3.0 Flash VL24.657.0$0.180$0.00731707
DeepSeek: DeepSeek V4 Flash 042324.456.2$0.182$0.00745902
Google: Gemma 4 26B A4B 16.739.3$0.127$0.00760479
Upstage: Solar Mini 424.1n/a$0.200$0.00829876
DeepSeek: DeepSeek V4 Flash 073134.369.1$0.300$0.00874636
OpenAI: gpt-oss-120b11.630.4$0.104$0.00896552
OpenAI: GPT-6 Luna (batch)27.8n/a$0.250$0.00899281
DeepSeek: DeepSeek V4 Flash 0731 (batch)34.369.1$0.330$0.00962099
Xiaomi: MiMo-V2.6-Flash26.7n/a$0.280$0.01048689
OpenAI: gpt-oss-20b (batch)10.020.7$0.112$0.0112
Qwen: Qwen3.5-9B (batch)21.828.7$0.250$0.01146789
Meta: Llama 3.1 8B Instruct6.95.4$0.080$0.01159420
OpenAI: gpt-oss-120b (batch)11.630.4$0.136$0.01172414
Mistral: Mistral Small 36.7n/a$0.080$0.01194030
Inception: Mercury 2.512.3n/a$0.150$0.01219512
OpenAI: gpt-oss-20b10.020.7$0.130$0.013
Mistral: Ministral 3 8B 2512 (batch)5.59.7$0.075$0.01363636
Anthropic: Claude Haiku 5.536.2n/a$0.500$0.01381215
OpenAI: GPT-5 Nano (batch)13.0n/a$0.200$0.01538462
OpenAI: GPT-5.6 Luna (batch)37.371.4$0.600$0.01608579
StepFun: Step 3.5 Flash17.0n/a$0.300$0.01764706
DeepSeek: DeepSeek V3.221.544.2$0.380$0.01767442
OpenAI: GPT-6 Luna27.8n/a$0.500$0.01798561
DeepSeek: DeepSeek V4 Flash Vision Exp34.865.0$0.6468$0.01858621
Qwen: Qwen3.5-9B13.328.7$0.250$0.01879699
Google: Gemini 2.5 Flash Lite (batch)10.4n/a$0.200$0.01923077
DeepSeek: DeepSeek V4.1 Flash24.7n/a$0.500$0.02024291
MiniMax: MiniMax M3.1 Flash28.9n/a$0.600$0.02076125
Google: Gemma 3 4B4.82.7$0.100$0.02083333
Mistral: Ministral 3 3B 25124.84.8$0.100$0.02083333
DeepSeek: DeepSeek V4.1 Flash 101728.5n/a$0.600$0.02105263
Upstage: Solar Pro 428.252.7$0.600$0.02127660
IBM: Granite 4.0 Micro5.1n/a$0.112$0.02196078
Tencent: Hy3 preview25.358.8$0.600$0.02371542
Amazon: Nova Micro 1.05.9n/a$0.140$0.02372881
Microsoft: Phi 45.9n/a$0.140$0.02372881
Nex AGI: Nex-N2-Pro41.759.1$1.00$0.02398082
DeepSeek: DeepSeek V3.2 Exp16.6n/a$0.410$0.02469880
OpenAI: GPT-4.1 Nano (batch)7.811.1$0.200$0.02564103
Mistral: Mistral Small 4 (batch)11.326.6$0.300$0.02654867
Z.ai: GLM 4.7 Flash14.9n/a$0.400$0.02684564
NVIDIA: Nemotron 3 Nano 30B A3B8.914.4$0.240$0.02696629
Google: Gemma 4 31B14.743.4$0.400$0.02721088
Mistral: Ministral 3 8B 25125.59.7$0.150$0.02727273
Xiaomi: MiMo-V2.6-Pro29.9n/a$0.870$0.02909699
IBM: Granite 4.2 8B5.122.4$0.150$0.02941176
OpenAI: GPT-5.4 Nano (batch)20.756.1$0.625$0.03019324
OpenAI: GPT-5 Nano13.0n/a$0.400$0.03076923
Reka Flash 36.4n/a$0.200$0.03125
OpenAI: GPT-5.6 Luna37.371.4$1.20$0.03217158
Mistral: Ministral 3 14B 25126.014.4$0.200$0.03333333
Qwen: Qwen3 VL 32B Instruct11.9n/a$0.416$0.03495798
Kwaipilot: KAT-Coder-Pro V233.759.5$1.20$0.03560831

60 models ranked, out of those for which we hold both a published price and a capability score. A model missing from this table is missing a figure, not judged.